{"id":"W2202732437","doi":"","title":"Navigating the Current: The Theoretical and Practised in Contemporary Online Student Writing","year":2005,"lang":"en","type":"article","venue":"English in Australia","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedagogy; Project commissioning; Sociology; Qualitative research; Publishing; The arts; Mathematics education; Psychology; Visual arts; Art; Literature; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007146983,0.00009953384,0.0001027953,0.00002005117,0.0001432004,0.0002655936,0.0001481382,0.00002440244,0.0002935443],"category_scores_gemma":[0.0002539282,0.00005872249,0.00002242395,0.00004227896,0.0002972933,0.0003344113,0.00003544395,0.0007633549,0.000007683671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003242062,"about_ca_system_score_gemma":0.0000300854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002167509,"about_ca_topic_score_gemma":0.0006866602,"domain_scores_codex":[0.9990305,0.0001640025,0.0003171559,0.0001436243,0.0001550936,0.0001896059],"domain_scores_gemma":[0.9992956,0.0004063917,0.00007843805,0.0001307502,0.00005459,0.00003423503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008071411,0.000185176,0.02438798,0.00001857703,0.000004964864,0.0000025341,0.914509,0.000004029103,8.817609e-7,0.04271288,0.002101016,0.0160649],"study_design_scores_gemma":[0.001172368,0.00005412573,0.0861638,0.0006727679,0.00001797524,0.000003105797,0.7129149,0.0003972403,0.00002609322,0.004433097,0.1938459,0.0002986533],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925128,0.0005222882,2.85269e-7,0.004142542,0.001098342,0.0002364633,0.00001248632,0.00001941487,0.001455439],"genre_scores_gemma":[0.9961199,0.0000288632,0.00002193496,0.0002760732,0.003317446,0.0000299523,0.00002721936,0.000008574384,0.0001700556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2015941,"threshold_uncertainty_score":0.331644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07203960966704527,"score_gpt":0.3755753321805375,"score_spread":0.3035357225134923,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}